{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Fundamenta_hedge\n",
    "买入股票，同时当大盘价格低于MA40时卖出1手股指对冲风险。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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d2wkTJiilSpVSihcvrgwcOFDRaDRZtiFvo5yWb3JysvLBBx8o7777rtK8eXPl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      "text/plain": [
       "<matplotlib.figure.Figure at 0x3d05f7b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#coding=utf-8\n",
    "# run_code_demo\n",
    "from rqalpha import run_code\n",
    "\n",
    "code = \"\"\"\n",
    "\n",
    "import numpy as np\n",
    "import talib as ta\n",
    "import pandas as pd\n",
    "import rqalpha\n",
    "from rqalpha.api import *\n",
    "from fxdayu_data import DataAPI\n",
    "from rqalpha.const import INSTRUMENT_TYPE\n",
    "\n",
    "def init(context):\n",
    "    DataAPI.set_file('D:/PycharmProjects/Quant_Alpha/Data_Manager/Valuation_Selection/config.py')\n",
    "    df = DataAPI.candle('sh000001', 'D')\n",
    "    df['MA_hedge'] = ta.abstract.MA(df, 30)\n",
    "    context.df = df\n",
    "    codes = pd.read_excel('D:/PycharmProjects/Quant_Alpha/Data_Manager/Valuation_Selection/Value_Selection.xlsx')\n",
    "    codes.index = codes.pop('date')\n",
    "    context.codes = codes\n",
    "\n",
    "def find_pool(context, date):\n",
    "    codes = context.codes.loc[date]\n",
    "    stocks = codes.index[codes == True]\n",
    "    return stocks\n",
    "\n",
    "def handle_bar(context, bar_dict):\n",
    "    hedge(context)\n",
    "    buy(context, bar_dict)\n",
    "\n",
    "def buy(context, bar_dict):\n",
    "    pool = find_pool(context, context.now)\n",
    "    if pool is not None:\n",
    "        stocks_len = len(pool)\n",
    "\n",
    "    for stock in context.portfolio.positions:\n",
    "        instrument = instruments(stock)\n",
    "        if instrument.enum_type == INSTRUMENT_TYPE.FUTURE:\n",
    "            continue\n",
    "        if stock not in pool:\n",
    "            order_target_percent(stock, 0)\n",
    "    result = []\n",
    "    for codes in pool:\n",
    "        data_c = history_bars(codes, 25, '1d', 'close', adjust_type='post')\n",
    "        ma = ta.MA(data_c, timeperiod=20)\n",
    "        if len(ma) > 3 and context.df.close.loc[context.now] > context.df.MA_hedge.loc[context.now]:\n",
    "            if ma[-1] > ma[-2] and ma[-2] > ma[-3] and codes not in result and codes not in context.portfolio.positions:\n",
    "                result.append(codes)\n",
    "\n",
    "    if len(result):\n",
    "        for r in result:\n",
    "            order_target_percent(r, 1.0 / stocks_len)\n",
    "\n",
    "\n",
    "def hedge(context):\n",
    "    for future in get_future_contracts(\"IF\"):\n",
    "        try:\n",
    "            sell_qty = context.portfolio.positions[future].sell_quantity\n",
    "            if context.df.close.loc[context.now] < context.df.MA_hedge.loc[context.now] and sell_qty == 0:\n",
    "                sell_open(future, 1)\n",
    "            if context.df.close.loc[context.now] > context.df.MA_hedge.loc[context.now] and sell_qty > 0:\n",
    "                buy_close(future, 1)\n",
    "        except RQInvalidArgument:\n",
    "            continue\n",
    "\"\"\"\n",
    "\n",
    "config = {\n",
    "    \"base\": {\n",
    "        \"start_date\": \"2010-01-04\",\n",
    "        \"end_date\": \"2017-05-30\",\n",
    "        \"frequency\": '1d',\n",
    "        \"securities\": ['stock', 'future'],\n",
    "        \"stock_starting_cash\": 10000000,\n",
    "        \"future_starting_cash\": 10000000,\n",
    "        \"benchmark\": \"000300.XSHG\"\n",
    "    },\n",
    "    \"extra\": {\n",
    "        \"log_level\": \"verbose\",\n",
    "    },\n",
    "    \"mod\": {\n",
    "        \"sys_analyser\": {\n",
    "            \"report_save_path\": '.',\n",
    "            \"enabled\": True,\n",
    "            \"plot\": True\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "run_code(code, config)\n"
   ]
  }
 ],
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   "display_name": "Python 2",
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    "name": "ipython",
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   "file_extension": ".py",
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